{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "异常值检测主要是为了发现数据集中的一些\"与众不同\"的数据值，所谓“与众不同”的数据是指这些数据与大多数数据存在较大的差异我们称之为“异常值”，并且在现实中这些“异常值”并没有被打上标签，因此我们必须通过某种算法来自动识别出这些异常值。对于异常值我们有如下的定义:\n",
    "\n",
    "异常值所占整体数据的比例较少,产生异常值的概率非常低。   \n",
    "异常值本身的特征与其他正常值有明显的差异。\n",
    "\n",
    "# 数据\n",
    "\n",
    "在本篇博客中我们的数据来自于国外某连锁零售企业的客流量与订单数量统计数据，为了让数据更加清晰，我们只保留了如下3个字段：\n",
    "\n",
    "* date：日期,\n",
    "* num_people: 客流量,\n",
    "* num_order: 订单数量量\n",
    "\n",
    "你可以在这里下载数据:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from numpy import percentile\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set_theme();\n",
    "sns.set_style(\"darkgrid\",{\"font.sans-serif\":['simhei','Droid Sans Fallback']})\n",
    "from sklearn.ensemble import IsolationForest\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "from pyod.models.abod import ABOD\n",
    "from pyod.models.cblof import CBLOF\n",
    "from pyod.models.feature_bagging import FeatureBagging\n",
    "from pyod.models.hbos import HBOS\n",
    "from pyod.models.iforest import IForest\n",
    "from pyod.models.knn import KNN\n",
    "from pyod.models.lof import LOF\n",
    "from pyod.models.mcd import MCD\n",
    "from pyod.models.ocsvm import OCSVM\n",
    "from pyod.models.pca import PCA\n",
    "from pyod.models.lscp import LSCP\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>num_people</th>\n",
       "      <th>num_order</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-01-01</td>\n",
       "      <td>1046.0</td>\n",
       "      <td>295.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-01-02</td>\n",
       "      <td>733.0</td>\n",
       "      <td>191.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-01-03</td>\n",
       "      <td>695.0</td>\n",
       "      <td>222.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-01-04</td>\n",
       "      <td>580.0</td>\n",
       "      <td>193.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-01-05</td>\n",
       "      <td>844.0</td>\n",
       "      <td>285.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>890</th>\n",
       "      <td>2020-10-31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>346.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>891</th>\n",
       "      <td>2020-11-30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>204.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>892</th>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>288.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>893</th>\n",
       "      <td>2021-01-31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>254.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>2021-02-28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>285.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>895 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           date  num_people  num_order\n",
       "0    2019-01-01      1046.0      295.0\n",
       "1    2019-01-02       733.0      191.0\n",
       "2    2019-01-03       695.0      222.0\n",
       "3    2019-01-04       580.0      193.0\n",
       "4    2019-01-05       844.0      285.0\n",
       "..          ...         ...        ...\n",
       "890  2020-10-31         NaN      346.0\n",
       "891  2020-11-30         NaN      204.0\n",
       "892  2020-12-31         NaN      288.0\n",
       "893  2021-01-31         NaN      254.0\n",
       "894  2021-02-28         NaN      285.0\n",
       "\n",
       "[895 rows x 3 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv(\"order_num.csv\")\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 过滤缺失值\n",
    "\n",
    "除异常值以外,真实的数据中往往还会存在数据缺失的情况(即有些数据的值为NaN),对于缺失值一般会有2种处理方式比如:1.直接删除缺失值;2.对缺失值进行填充.对缺失值进行填充时一般会用均值或者使用某些插值算法插入一些符合数据历史趋势的数值。在这里我们使用最简单的方式即直接删除缺失值的方式来处理数据缺失，这样做的目的是让问题简单化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "在 num_people 列中总共有 58 个空值.\n",
      "在 num_order 列中总共有 35 个空值.\n",
      "删除缺失值以后记录总数: 802\n"
     ]
    }
   ],
   "source": [
    "print(\"在 num_people 列中总共有 %d 个空值.\" % df['num_people'].isnull().sum())\n",
    "print(\"在 num_order 列中总共有 %d 个空值.\" % df['num_order'].isnull().sum())\n",
    "df=df[~df.num_people.isnull()==True]\n",
    "df=df[~df.num_order.isnull()==True]\n",
    "print(\"删除缺失值以后记录总数:\",len(df))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 查看客流量、客流量数据分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count      802.000000\n",
      "mean      1002.246883\n",
      "std        698.302067\n",
      "min          9.000000\n",
      "25%        694.250000\n",
      "50%        921.500000\n",
      "75%       1190.500000\n",
      "max      15087.000000\n",
      "Name: num_people, dtype: float64\n",
      "\n",
      "count    802.000000\n",
      "mean     248.438903\n",
      "std       73.424284\n",
      "min        3.000000\n",
      "25%      193.000000\n",
      "50%      241.000000\n",
      "75%      296.750000\n",
      "max      588.000000\n",
      "Name: num_order, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x640 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(df.num_people.describe())\n",
    "print()\n",
    "print(df.num_order.describe())\n",
    "plt.figure(figsize=(15,8), dpi=80)\n",
    "plt.subplot(221)\n",
    "sns.distplot(df['num_people']);\n",
    "\n",
    "plt.subplot(222)\n",
    "sns.distplot(df['num_order']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "# plt.subplot(223)\n",
    "# sns.boxenplot(y=df[\"num_people\"])\n",
    "\n",
    "# plt.subplot(224)\n",
    "# sns.boxenplot(y=df[\"num_people\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从分布上看客流量(num_people)明显严重右偏,右侧有长尾,并且我们看到客流量(num_people)的异常区域大致应该分布在上图的红圈范围内。而订单量数据呈现正太分布,异常值区域位于分布左右两侧。下面我们查看num_people的偏度(Skewness)与峰度(Kurtosis)，偏度反应的是分布的偏斜程度,可能是左偏，右偏，长尾等形态，峰度反应分布的形状的胖瘦(宽窄),具体解释请参考这篇博客: https://blog.csdn.net/binbigdata/article/details/79897160"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "num_people's Skewness: 11.165755\n",
      "num_people's Kurtosis: 211.579274 \n",
      "\n",
      "num_order's Skewness: 0.429138\n",
      "num_order's Kurtosis: 1.114412\n"
     ]
    }
   ],
   "source": [
    "print(\"num_people's Skewness: %f\" % df['num_people'].skew())\n",
    "print(\"num_people's Kurtosis: %f \" % df['num_people'].kurt())\n",
    "print()\n",
    "print(\"num_order's Skewness: %f\" % df['num_order'].skew())\n",
    "print(\"num_order's Kurtosis: %f\" % df['num_order'].kurt())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# IsolationForest(隔离森林)\n",
    "\n",
    "IsolationForest是一种简单有效的检测异常值的算法，它可以在数据的分布区域中找出异常值所在的区域，并对所有数据进行评分，那些落在异常区域的数据值会获得较低的分数，而那些不在异常区域中的数据将会获得较高的分数,大家可以参考这篇文章(https://dzone.com/articles/spotting-outliers-with-isolation-forest-using-skle )。在这篇文章中作者随机生成了两个正太分布N(-2,5)和N(2,5),同时通过隔离森林算法找到到了这两个分布中的异常区域,并且生成一条评分曲线,落在异常区域内的数据将会得到低分，落在异常区域内以外的数据将会获得高分:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt \n",
    "x = np.concatenate((np.random.normal(loc=-2, scale=.5,size=500), np.random.normal(loc=2, scale=.5, size=500)))\n",
    "\n",
    "isolation_forest = IsolationForest(n_estimators=100) \n",
    "isolation_forest.fit(x.reshape(-1, 1)) \n",
    "xx = np.linspace(-6, 6, 100).reshape(-1,1) \n",
    "anomaly_score = isolation_forest.decision_function(xx) \n",
    "outlier = isolation_forest.predict(xx)\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.subplot(2,1,1)\n",
    "plt.hist(x) \n",
    "plt.xlim([-5, 5]) \n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.plot(xx, anomaly_score, label='异常值分数') \n",
    "plt.fill_between(xx.T[0], np.min(anomaly_score), np.max(anomaly_score), where=outlier==-1, color='r', alpha=.4, label='异常值区域') \n",
    "plt.legend() \n",
    "plt.ylabel('异常值分数') \n",
    "plt.xlabel('x') \n",
    "plt.xlim([-5, 5]) \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 使用隔离森林算法来监测客流量,订单量的异常值区域\n",
    "\n",
    "隔离森林是一种检测异常值的算法，使用IsolationForest算法返回每个样本的异常分数，该算法基于这样的思想:异常是少数和在特征上不同的数据点。隔离森林是一种基于树的模型。在这些树中，通过首先随机选择特征然后在所选特征的最小值和最大值之间选择随机分割值来创建分区。下面我们使用隔离森林算法来探测客流量与订单量的异常值区域,并生成评分曲线:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#定义隔离森林\n",
    "IF1 = IsolationForest(n_estimators=100)\n",
    "#训练客流量数据\n",
    "IF1.fit(df['num_people'].values.reshape(-1, 1))\n",
    "#在客流量的最小值和最大值之间分割数据\n",
    "x1 = np.linspace(df['num_people'].min(), df['num_people'].max(), len(df)).reshape(-1,1)\n",
    "#生成所有数据的异常值分数\n",
    "anomaly_score1 = IF1.decision_function(x1)\n",
    "#预测异常值\n",
    "outlier1 = IF1.predict(x1)\n",
    "\n",
    "IF2 = IsolationForest(n_estimators=100)\n",
    "#训练订单量数据\n",
    "IF2.fit(df['num_order'].values.reshape(-1, 1))\n",
    "#在订单量的最小值和最大值之间分割数据\n",
    "x2 = np.linspace(df['num_order'].min(), df['num_order'].max(), len(df)).reshape(-1,1)\n",
    "#生成所有数据的异常值分数\n",
    "anomaly_score2 = IF2.decision_function(x2)\n",
    "#预测异常值\n",
    "outlier2 = IF2.predict(x2)\n",
    "\n",
    "plt.figure(figsize=(18,8))\n",
    "plt.subplot(2,2,1)\n",
    "sns.distplot(df['num_people'])\n",
    "\n",
    "plt.subplot(2,2,2)\n",
    "sns.distplot(df['num_order'])\n",
    "\n",
    "plt.subplot(2,2,3)\n",
    "plt.plot(x1, anomaly_score1, label='异常值分数')\n",
    "plt.fill_between(x1.T[0], np.min(anomaly_score1), np.max(anomaly_score1), \n",
    "                 where=outlier1==-1, color='r', \n",
    "                 alpha=.4, label='异常值区域')\n",
    "plt.legend()\n",
    "plt.ylabel('异常值分数')\n",
    "plt.xlabel('客流量(num_people)')\n",
    "\n",
    "plt.subplot(2,2,4)\n",
    "plt.plot(x2, anomaly_score2, label='异常值分数')\n",
    "plt.fill_between(x2.T[0], np.min(anomaly_score2), np.max(anomaly_score2), \n",
    "                 where=outlier2==-1, color='r', \n",
    "                 alpha=.4, label='异常值区域')\n",
    "plt.legend()\n",
    "plt.ylabel('异常值分数')\n",
    "plt.xlabel('订单量(num_order)')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在上图中隔离森林算法轻松的探测出来了客流量(num_people)与订单量(num_order)的异常值区域，并生成了评分曲线。当数据落在红色矩形区域内时将会得到较低的分数,而当数据落在红色矩形框的范围之外将会得到较高的分数。下面我们计算每个分布的异常值区域的边界值(上图红圈中的值)："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "客流量异常值区域中左侧最大异常值为： 459.0\n",
      "客流量异常值区域中右侧最小异常值为： 1520.0\n",
      "\n",
      "订单量异常值区域中左侧最大异常值为： 153.0\n",
      "订单量异常值区域中右侧最小异常值为： 348.0\n"
     ]
    }
   ],
   "source": [
    "x1_outlier = x1[outlier1==-1]\n",
    "right_min=x1_outlier[x1_outlier>1000].min()\n",
    "left_max = x1_outlier[x1_outlier<1000].max()\n",
    "print('客流量异常值区域中左侧最大异常值为：',df[df.num_people<=left_max].num_people.max())\n",
    "print('客流量异常值区域中右侧最小异常值为：',df[df.num_people>=right_min].num_people.min())\n",
    "print()\n",
    "x2_outlier = x2[outlier2==-1]\n",
    "right_min=x2_outlier[x2_outlier>248].min()\n",
    "left_max = x2_outlier[x2_outlier<248].max()\n",
    "print('订单量异常值区域中左侧最大异常值为：',df[df.num_order<=left_max].num_order.max())\n",
    "print('订单量异常值区域中右侧最小异常值为：',df[df.num_order>=right_min].num_order.min())\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们分别计算了客流量和订单量的异常值区域(红色区域)的边界值:  \n",
    "客流量异常值所在区域:x<=459 和 x>=1508  \n",
    "订单量异常值所在区域:x<=156 和 x>=357  \n",
    "\n",
    "\n",
    "\n",
    "上述两个可视化结果显示了异常值分数并突出显示异常值所在的区域。从图中可见异常分数反映了基础分布的形状，异常区域对应于低概率区域。然而，到目前为止我们只是对客流量和订单量这两个单一变量分别进行了分析。如果我们仔细研究,可能会发现，由我们的模型确定的一些异常值只不过是数学统计上的异常,它可能并非是我们业务场景中的异常值,比如某些时候订单量很高可能是由于客流量很高所导致,它可能在统计分布上是异常值,但它在实际的业务场景中并不应该是异常值。下面我们同时观察客流量(num_people)和订单量(num_order)这两个变量的散点分布,并对客流量和订单量进行线性拟合,那些严重偏离拟合曲线的点,可以被认为是异常值,以这样的方式来判定异常值更符合实际的业务场景。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6), dpi=80)\n",
    "sns.regplot(data=df,x=\"num_people\", y=\"num_order\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "当我们的数据不是单变量而是多维度变量时，异常检测的方法使得计算难道更高并且在数学上更复杂。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 关于PyOD\n",
    "\n",
    "\n",
    "PyOD 是一个全面且可扩展的Python 工具包，用于检测多维数据中的异常对象。这个令人兴奋但具有挑战性的领域通常被称为 异常值检测 或异常检测。\n",
    "\n",
    "PyOD 包括 30 多种检测算法，从经典的 LOF (SIGMOD 2000) 到最新的 COPOD (ICDM 2020)。自 2017 年以来，PyOD [ AZNL19 ]已成功应用于众多学术研究和商业产品[ AGSW19 , ALCJ+19 , AWDL+19 , AZNHL19 ]。它也得到了机器学习社区的广泛认可，有各种专门的帖子/教程，包括 Analytics Vidhya、 Towards Data Science、 KDnuggets、 Computer Vision News和 awesome-machine-learning。\n",
    "\n",
    "PyOD官方文档:https://pyod.readthedocs.io/en/latest/index.html\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "## 本例中将会使用以下种类的异常探测模型：  \n",
    "\n",
    "###  1.异常探测的线性模型\n",
    "\n",
    "PCA：主成分分析使用到特征向量超平面的加权投影距离之和作为异常值异常值）  \n",
    "MCD：最小协方差行列式（使用马氏距离作为异常值）  \n",
    "OCSVM：一类支持向量机  \n",
    "\n",
    "### 2.基于邻近度的异常值检测模型\n",
    "\n",
    "LOF：局部异常因子  \n",
    "CBLOF：基于聚类的局部异常值因子  \n",
    "kNN：k Nearest Neighbors（使用到第k个最近邻居的距离作为异常值）  \n",
    "Median kNN 异常值检测（使用到 k 个最近邻居的中值距离作为异常值分数）   \n",
    "HBOS：基于直方图的异常值分数  \n",
    "\n",
    "### 3.异常值检测的概率模型\n",
    "\n",
    "ABOD：基于角度的异常值检测\n",
    "\n",
    "### 4.使用集成分类(回归)器的异常检查模型\n",
    "\n",
    "Isolation Forest：隔离森林  \n",
    "Feature Bagging：特征装袋  \n",
    "LSCP"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用PyOD 进行异常检测步骤\n",
    "\n",
    "* 数据缩放：将客流量和订单量标准化处理将其缩放到0到1之间。  \n",
    "* 设置异常值比例: 根据经验将设置异常值比例设置为1％。\n",
    "* 初始化异常检查模型: 初始化12种异常检测模型。\n",
    "* 拟合数据：使用异常检测模型拟合数据并预测结果。  \n",
    "* 判断异常值：使用阈值来判断数据点是正常值还是异常值。  \n",
    "* 计算异常值分数：使用决策函数计算每个点的异常值分数。  \n",
    "\n",
    "\n",
    "下面的代码参考了\"比较所有已实现的离群值检测模型的例子\"(https://github.com/yzhao062/pyod/blob/master/notebooks/Compare%20All%20Models.ipynb) 和\"使用PyOD库在Python中学习异常检测的一个很棒的教程\"(https://www.analyticsvidhya.com/blog/2019/02/outlier-detection-python-pyod/) 这两篇文章。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 对数据进行缩放\n",
    "\n",
    "将客流量和订单量标准化处理将其缩放到0到1之间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   num_people  num_order\n",
      "0      1046.0      295.0\n",
      "1       733.0      191.0\n",
      "2       695.0      222.0\n",
      "3       580.0      193.0\n",
      "4       844.0      285.0\n",
      "--------------------------\n",
      "   num_people  num_order\n",
      "0    0.068776   0.499145\n",
      "1    0.048017   0.321368\n",
      "2    0.045497   0.374359\n",
      "3    0.037870   0.324786\n",
      "4    0.055379   0.482051\n"
     ]
    }
   ],
   "source": [
    "#数据缩放\n",
    "cols = ['num_people', 'num_order']\n",
    "minmax = MinMaxScaler(feature_range=(0, 1))\n",
    "print(df[cols].head())\n",
    "print('--------------------------')\n",
    "df[['num_people','num_order']] = minmax.fit_transform(df[cols])\n",
    "print(df[cols].head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 初始化异常值检测模型\n",
    "\n",
    "在这里我们将初始化常见的12种异常检测模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model 1 Angle-based Outlier Detector (ABOD)\n",
      "Model 2 Cluster-based Local Outlier Factor (CBLOF)\n",
      "Model 3 Feature Bagging\n",
      "Model 4 Histogram-base Outlier Detection (HBOS)\n",
      "Model 5 Isolation Forest\n",
      "Model 6 K Nearest Neighbors (KNN)\n",
      "Model 7 Average KNN\n",
      "Model 8 Local Outlier Factor (LOF)\n",
      "Model 9 Minimum Covariance Determinant (MCD)\n",
      "Model 10 One-class SVM (OCSVM)\n",
      "Model 11 Principal Component Analysis (PCA)\n",
      "Model 12 Locally Selective Combination (LSCP)\n"
     ]
    }
   ],
   "source": [
    "#设定异常值比例\n",
    "outliers_fraction = 0.01\n",
    "\n",
    "# 初始化 LSCP 探测集\n",
    "detector_list = [LOF(n_neighbors=5), LOF(n_neighbors=10), LOF(n_neighbors=15),\n",
    "                 LOF(n_neighbors=20), LOF(n_neighbors=25), LOF(n_neighbors=30),\n",
    "                 LOF(n_neighbors=35), LOF(n_neighbors=40), LOF(n_neighbors=45),\n",
    "                 LOF(n_neighbors=50)]\n",
    "classifiers = {\n",
    "    'Angle-based Outlier Detector (ABOD)':\n",
    "        ABOD(contamination=outliers_fraction),\n",
    "    'Cluster-based Local Outlier Factor (CBLOF)':\n",
    "        CBLOF(contamination=outliers_fraction,\n",
    "              check_estimator=False, random_state=0),\n",
    "    'Feature Bagging':\n",
    "        FeatureBagging(LOF(n_neighbors=35),\n",
    "                       contamination=outliers_fraction,\n",
    "                       random_state=0),\n",
    "    'Histogram-base Outlier Detection (HBOS)': HBOS(\n",
    "        contamination=outliers_fraction),\n",
    "    'Isolation Forest': IForest(contamination=outliers_fraction,\n",
    "                                random_state=0),\n",
    "    'K Nearest Neighbors (KNN)': KNN(\n",
    "        contamination=outliers_fraction),\n",
    "    'Average KNN': KNN(method='mean',\n",
    "                       contamination=outliers_fraction),\n",
    "    'Local Outlier Factor (LOF)':\n",
    "        LOF(n_neighbors=35, contamination=outliers_fraction),\n",
    "    'Minimum Covariance Determinant (MCD)': MCD(\n",
    "        contamination=outliers_fraction, random_state=0),\n",
    "    'One-class SVM (OCSVM)': OCSVM(contamination=outliers_fraction),\n",
    "    'Principal Component Analysis (PCA)': PCA(\n",
    "        contamination=outliers_fraction, random_state=0),\n",
    "    'Locally Selective Combination (LSCP)': LSCP(\n",
    "        detector_list, contamination=outliers_fraction,\n",
    "        random_state=0)\n",
    "}\n",
    "\n",
    "for i, clf in enumerate(classifiers.keys()):\n",
    "    print('Model', i + 1, clf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 计算异常值\n",
    "\n",
    "在这里我们要做的是拟合数据,预测异常和正常数据,计算异常值分数,最后进行可视化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#将num_people和num_order合并成一个两列的numpy数组\n",
    "X1= df['num_people'].values.reshape(-1,1)\n",
    "X2 = df['num_order'].values.reshape(-1,1)\n",
    "X = np.concatenate((X1,X2),axis=1)\n",
    "\n",
    "xx , yy = np.meshgrid(np.linspace(0, 1, 100), np.linspace(0, 1, 100))\n",
    "plt.figure(figsize=(20, 15))\n",
    "for i, (clf_name, clf) in enumerate(classifiers.items()):\n",
    "    #训练数据\n",
    "    clf.fit(X)\n",
    "    # 预测异常值分数\n",
    "    scores_pred = clf.decision_function(X) * -1\n",
    "    # 预测异常值和正常值的数据\n",
    "    y_pred = clf.predict(X)\n",
    "    n_inliers = len(y_pred) - np.count_nonzero(y_pred)\n",
    "    n_outliers = np.count_nonzero(y_pred == 1)\n",
    "\n",
    "    df1 = df\n",
    "    df1['outlier'] = y_pred.tolist()\n",
    "    #过滤出num_people和num_order的正常值\n",
    "    inliers_people = np.array(df1['num_people'][df1['outlier'] == 0]).reshape(-1,1)\n",
    "    inliers_order = np.array(df1['num_order'][df1['outlier'] == 0]).reshape(-1,1)\n",
    "\n",
    "    #过滤出num_people和num_order的异常值\n",
    "    outliers_people = df1['num_people'][df1['outlier'] == 1].values.reshape(-1,1)\n",
    "    outliers_order = df1['num_order'][df1['outlier'] == 1].values.reshape(-1,1)\n",
    "        \n",
    "    # 设定一个阈值用以识别正常值和异常值的标准\n",
    "    threshold = np.percentile(scores_pred, 100 * outliers_fraction)\n",
    "\n",
    "    #决策函数为每一个数据点计算异常值分数\n",
    "    Z = clf.decision_function(np.c_[xx.ravel(), yy.ravel()]) * -1\n",
    "    Z = Z.reshape(xx.shape)\n",
    "    \n",
    "    plt.subplot(3,4,i+1)\n",
    "    #在图上对从最小的异常值分数到阈值的范围内进行分层着色\n",
    "    plt.contourf(xx, yy, Z, levels=np.linspace(Z.min(), threshold, 7),cmap=plt.cm.Blues_r)\n",
    "    #在异常值分数等于阈值处画红色线条\n",
    "    a = plt.contour(xx, yy, Z, levels=[threshold],linewidths=2, colors='red')\n",
    "    \n",
    "    #填充橙色轮廓线，其中异常分数的范围是从阈值到最大异常分数\n",
    "    plt.contourf(xx, yy, Z, levels=[threshold, Z.max()],colors='orange')\n",
    "    b = plt.scatter(x=inliers_people, y=inliers_order, c='white',s=20, edgecolor='k')    \n",
    "    c = plt.scatter(x=outliers_people, y=outliers_order, c='black',s=20, edgecolor='k')\n",
    "       \n",
    "    plt.axis('tight')   \n",
    "    plt.legend([a.collections[0], b,c], ['决策函数', '正常值','异常值'],\n",
    "                prop=matplotlib.font_manager.FontProperties(size=12),loc='upper right')\n",
    "\n",
    "    plt.xlim((0, 1))\n",
    "    plt.ylim((0, 1))\n",
    "    ss = '异常值数量: '+str(n_outliers)+' 正常值数量: '+str(n_inliers)\n",
    "    plt.title(clf_name)\n",
    "    plt.xlabel(ss)\n",
    "plt.show();\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 参考资料"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### CBLOF(Cluster-based Local Outlier Factor)\n",
    "\n",
    "CBLOF算法时基于聚类组的本地异常因子计算异常值分数。\n",
    "CBLOF将数据集和由聚类算法生成的聚类模型作为输入。它使用参数alpha和beta将群集分为小群集和大群集。然后基于该点所属的聚类的大小以及到最近的大聚类的距离来计算异常分数。我们使用PyOD(https://pyod.readthedocs.io/en/latest/index.html) 库来实现CBLOF算法(https://pyod.readthedocs.io/en/latest/pyod.models.html#module-pyod.models.cblof)\n",
    "\n",
    "### 基于直方图的离群值检测（HBOS）¶\n",
    "\n",
    "HBOS(https://pyod.readthedocs.io/en/latest/pyod.models.html#module-pyod.models.hbos) 假设特征独立，并通过构建直方图来计算异常程度。 在多变量异常检测中，可以计算每个单个特征的直方图，单独评分并在最后组合。 使用PyOD库时，代码与CBLOF非常相似。\n",
    "\n",
    "\n",
    "### 隔离森林\n",
    "\n",
    "隔离森林其原理与随机森林类似，建立在决策树的基础上。 隔离林通过随机选择特征然后根据特征的最大值和最小值之间的分割值来隔离观察。 PyOD Isolation Forest模块(https://pyod.readthedocs.io/en/latest/pyod.models.html#module-pyod.models.iforest) 是Scikit-learn Isolation Forest的wrapper，它具有更多功能。其代码与之前的CBLOF非常相似。\n",
    "\n",
    "\n",
    "### KNN(K - Nearest Neighbors)\n",
    "\n",
    "用于离群检测的pyod.models.knn.KNN(https://pyod.readthedocs.io/en/latest/pyod.models.html#module-pyod.models.knn)。 对于数据，它与第k个最近邻居的距离可以被视为异常值。其代码与之前的CBLOF非常相似。\n",
    "\n",
    "\n",
    "Example of Comparing All Implemented Outlier Detection Models :https://github.com/yzhao062/pyod/blob/master/notebooks/Compare%20All%20Models.ipynb\n",
    "\n",
    "\n",
    "An Awesome Tutorial to Learn Outlier Detection in Python using PyOD Library:\n",
    "https://www.analyticsvidhya.com/blog/2019/02/outlier-detection-python-pyod/"
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